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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "The bike guy is speaking …" 27 comments · Page 1 of 2
Sucks to be the guy on the bike. Imagine being born and bred here, speak the language fluently, have the perfect opportunity to excel your life yet you ride a bike in cold weather, can’t …
Sucks to be the guy on the bike. Imagine being born and bred here, speak the language fluently, have the perfect opportunity to excel your life yet you ride a bike in cold weather, can’t afford a car, a “poor white trash” as he described it and all you see is immigrant who came to your city owning cars ,houses, businesses while all you do is complain 😂😂 yikes
Identity Attack0.5502601
Insult0.6109131
Profanity0.41031027
Threat0.009696201
Severe Toxicity0.16960317
Moderate 0.63782936 Moderate Con 0.383 Identity Attack Insult Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Holy fuck I love that guy on the bike, he speaks for real Canadians.
Identity Attack0.11744241
Insult0.25007802
Profanity0.70864636
Threat0.009023022
Severe Toxicity0.028730227
Moderate 0.5532103 Moderate Con 0.451 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But …
Wtf bro the guy with the bike , he got it wrong about Eritrean, they're very hard working, you will never gonna find a homeless person maybe 1 out of 100, that's a maybe. But definitely they don't speak a good English.
Identity Attack0.36702603
Insult0.3388922
Profanity0.47435758
Threat0.0138755
Severe Toxicity0.024866661
Moderate 0.47323486 Constructive 0.505 Identity_Assertion
Feb 20, 2026 Inside Canada's Indian Invasion...
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being …
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being fired. My guy on the bike is speaking for Real Canadians
Identity Attack0.49584505
Insult0.25800487
Profanity0.043165036
Threat0.13414288
Severe Toxicity0.023076924
Moderate 0.42349213 Moderate Con 0.475 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
Identity Attack0.4911651
Insult0.3388922
Profanity0.099305905
Threat0.026479885
Severe Toxicity0.021935565
Moderate 0.40891263 Moderate Con 0.449 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst themselves and enjoy their culture at home. The guy with the bike is disgusting with his comments about people from Africa. A few bad people don't describe an entire race. One of the dumbest things a person can do is bring a weapon with them unless they are trained on how to use it. Meeting a human smuggler is dangerous and stupid.
Identity Attack0.2308735
Insult0.47020787
Profanity0.16217725
Threat0.04098356
Severe Toxicity0.017610285
Moderate 0.4014846 Constructive 0.71 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Identity Attack0.44690517
Insult0.344702
Profanity0.09518933
Threat0.012233571
Severe Toxicity0.021031776
Moderate 0.37955463 Constructive 0.741 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Everyone was sugar coating how bad it really is, they don't wanna seem racist for speaking the truth. The guy with the bike was the only one speaking his mind. Canada's in peril...
Identity Attack0.17226285
Insult0.20668297
Profanity0.02392626
Threat0.010369381
Severe Toxicity0.0064086914
Low Tox 0.28547668 Constructive 0.564 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. …
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. I wouldn’t call him racist. He doesn’t recognize Canada anymore.
Identity Attack0.20878418
Insult0.21602537
Profanity0.020373698
Threat0.0076507707
Severe Toxicity0.005722046
Low Tox 0.2854699 Constructive 0.685 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Respect to that guy on the bike. He is not being racist he is just speaking facts. Unfortunately ppl now call you racist for speaking facts.
Respect to that guy on the bike. He is not being racist he is just speaking facts. Unfortunately ppl now call you racist for speaking facts.
Identity Attack0.10221587
Insult0.08558089
Profanity0.035900343
Threat0.0074436385
Severe Toxicity0.0043678284
Low Tox 0.21241048 Constructive 0.594 Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a …
Bruh it's so bad here you don't have to worry about losing your job for being called racist, the Indians have all the jobs. Young Canadians are applying for 500+ jobs to not get a call back or an interview. Also that lady who didn't want to be interviewed and the guy on the bike were based. Our Goverment has been pumping them into the country for 10 years without requiring them to speak English or french. Lastly before anyone attacks the man on the bike, check science...
Identity Attack0.16373143
Insult0.07967083
Profanity0.018392462
Threat0.009385503
Severe Toxicity0.0048446655
Low Tox 0.2028889 Constructive 0.68 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Please tell the guy on bike: I'm a black person from Africa. I speak French, English and Mandarin and two other local dialects from my country, I hold a PhD, and I know several like …
Please tell the guy on bike: I'm a black person from Africa. I speak French, English and Mandarin and two other local dialects from my country, I hold a PhD, and I know several like me from Africa. And despite his hate I LOVE him as a human being.
Identity Attack0.17925262
Insult0.035443626
Profanity0.073529124
Threat0.009955117
Severe Toxicity0.006713867
Low Tox 0.17631748 Constructive 0.763 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The bike guy is speaking fax
The bike guy is speaking fax
Identity Attack0.008028535
Insult0.036214896
Profanity0.030639706
Threat0.007598988
Severe Toxicity0.0026893616
Low Tox 0.09958932 Low Con 0.264 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
The bike guy is speaking 💯💯💯
The bike guy is speaking 💯💯💯
Identity Attack0.008065533
Insult0.028061481
Profanity0.027683776
Threat0.008634649
Severe Toxicity0.0032806396
Low Tox 0.083999306 Moderate Con 0.301 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on bike speaking facts
Guy on bike speaking facts
Identity Attack0.0063266335
Insult0.029714199
Profanity0.018665737
Threat0.00756015
Severe Toxicity0.0021362305
Low Tox 0.07687678 Low Con 0.291 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Guy on the bike speaking facts
Guy on the bike speaking facts
Identity Attack0.0050317086
Insult0.0233509
Profanity0.016821137
Threat0.0079873605
Severe Toxicity0.0019836426
Low Tox 0.054037213 Moderate Con 0.308 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy speaking facts!
The bike guy speaking facts!
Identity Attack0.0028118372
Insult0.026960457
Profanity0.013268576
Threat0.0061749537
Severe Toxicity0.0010919571
Low Tox 0.04686289 Moderate Con 0.359 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
The guy with the bike is actually right and is a legend because he speaks his mind
The guy with the bike is actually right and is a legend because he speaks his mind
Identity Attack0.006881601
Insult0.017012933
Profanity0.01846078
Threat0.008323951
Severe Toxicity0.0020694733
Low Tox 0.037105743 Moderate Con 0.371
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying …
This guy on the bike speaks 100% how we feel.... and just think the insurance will now raise everyones insurance rate to make up for these losses laugh all you want but we are paying for this.....
Identity Attack0.0012579272
Insult0.020256994
Profanity0.012073003
Threat0.006420923
Severe Toxicity0.0011110306
Low Tox 0.036870047 Constructive 0.58 Economic_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
For everyone not in Canada, the guy on the bike is how 90 percent of Canadians feel. Some are to nice to say it and others speak freely like bike guy.
Identity Attack0.013546381
Insult0.016632931
Profanity0.011082385
Threat0.0062396824
Severe Toxicity0.0009822845
Low Tox 0.034277402 Constructive 0.59 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy was just speaking facts
The bike guy was just speaking facts
Identity Attack0.003921773
Insult0.01767874
Profanity0.01490822
Threat0.0064985976
Severe Toxicity0.0010442734
Low Tox 0.033334624 Low Con 0.266 Meta_Commentary
Feb 28, 2026 Inside Canada's Indian Invasion...
Guy on the bike speaks the truth!
Guy on the bike speaks the truth!
Identity Attack0.0025343532
Insult0.01632893
Profanity0.012141321
Threat0.007365964
Severe Toxicity0.001206398
Low Tox 0.031684756 Moderate Con 0.39 Meta_Commentary
Jan 27, 2026 45 likes Inside Canada's Indian Invasion...
The bike guy speaking true
The bike guy speaking true
Identity Attack0.0050317086
Insult0.017485369
Profanity0.017367685
Threat0.0072753434
Severe Toxicity0.001411438
Low Tox 0.031449065 Moderate Con 0.363 Meta_Commentary
Feb 28, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.